Best IoT Software
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Compare the Top IoT Software as of October 2026
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What is IoT Software?
Internet of Things (IoT) software is a form of technology that allows for connected devices to communicate with each other over the internet. It generally consists of various hardware and software components such as sensors, wireless networks, and databases. With the help of IoT software, data can be collected from multiple sources for further analysis and it can also be used to control devices remotely. IoT software also offers advantages such as improved efficiency and better security for connected devices. Compare and read user reviews of the best IoT software currently available using the table below. This list is updated regularly.
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1
TRACTIAN
Tractian
Tractian is the Industrial Copilot for maintenance and reliability, providing a cutting-edge platform designed to prevent unplanned downtime, boost operational efficiency, and enhance maintenance capacity. Trusted by global brands such as Bosch, Kraft Heinz, Carrier, Hyundai, Johnson Controls, and P&G, Tractian combines condition monitoring, energy efficiency, and a CMMS into a comprehensive, mobile-first solution. With Tractian, you can: Monitor real-time vibration, temperature, runtime, and RPM across critical assets Get real-time alerts and detailed diagnostics to address potential issues before they lead to failures Digitize workflows for streamlined work order management, planning & scheduling, and materials management Optimize energy consumption for improved sustainability and cost savings -
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RaimaDB
Raima
RaimaDB is an embedded time series database for IoT and Edge devices that can run in-memory. It is an extremely powerful, lightweight and secure RDBMS. Field tested by over 20 000 developers worldwide and has more than 25 000 000 deployments. RaimaDB is a high-performance, cross-platform embedded database designed for mission-critical applications, particularly in the Internet of Things (IoT) and edge computing markets. It offers a small footprint, making it suitable for resource-constrained environments, and supports both in-memory and persistent storage configurations. RaimaDB provides developers with multiple data modeling options, including traditional relational models and direct relationships through network model sets. It ensures data integrity with ACID-compliant transactions and supports various indexing methods such as B+Tree, Hash Table, R-Tree, and AVL-Tree. -
3
HiveMQ
HiveMQ
HiveMQ is the Industrial AI Platform helping enterprises move from connected devices to intelligent operations. Built on the MQTT standard and a distributed edge-to-cloud architecture, HiveMQ connects and governs industrial data in real time, enabling organizations to act with intelligence. With proven reliability, scalability, and interoperability, HiveMQ provides the foundation industrial companies need to operationalize AI, powering the next generation of intelligent industry. Global leaders including Audi, BMW, Eli Lilly, Liberty Global, Mercedes-Benz, and Siemens trust HiveMQ to run their most mission-critical operations.Starting Price: $0.34/hour -
4
FrameworX
Tatsoft
Tatsoft's FrameworX is a complete SCADA and IIoT platform for edge-to-enterprise industrial applications. It unifies operations, data, and AI under one scalable, .NET-based architecture. FrameworX includes AI Designer, built on the Model Context Protocol (MCP). Three MCP servers cover design, operations and runtime, plus an in-process AI agent spine, all released and supported today. AI works directly inside the Designer IDE in real time, configuring tags, alarms, historian, devices, displays, and scripts in one session, and engineers approve every step. Works with any MCP-compatible AI client, including Claude. The platform includes real-time data modeling, historian, alarms, reports, audit trails, scripting in C#, VB.NET, JavaScript, and Python, plus 100+ native drivers for PLCs, DCS, OPC, and MQTT. Deploy anywhere with zero client installs and full web, mobile, and desktop access. 100+ connectors included at no charge.Starting Price: $750 -
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Golioth
Golioth
Connect and secure devices, send sensor data to the web, update firmware over the air, and scale your fleet with our instant IoT cloud. Select hardware and connectivity that meets your needs from your preferred vendor. Use the open source Golioth Device SDK to integrate with your firmware securely. Once connected you can instantly monitor, manage, and update your devices from the Golioth console. We’re a group of industry-leading hardware, firmware, and cloud engineers. We understand the struggle to connect “sand” to the internet, so we built a better way to do just that. We’re built for the embedded developer workflow. Use the tools you’re already familiar with to build robust and reliable devices, faster. Choose from hundreds of hardware options and a variety of connectivity types, protocols, and multiple embedded RTOS providers. Golioth provides a single control plane for all your devices, whether you’re exploring an idea, or improving an existing project.Starting Price: $0 -
6
EMQX
EMQ Technologies
EMQX is the world's most scalable and reliable MQTT messaging platform designed by EMQ. It supports 100M concurrent IoT device connections per cluster while maintaining extremely high throughput and sub-millisecond latency. EMQX boasts more than 20,000 global users from over 50 countries, connecting more than 100M IoT devices worldwide, and is trusted by over 300 customers in mission-critical IoT scenarios, including well-known brands like HPE, VMware, Verifone, SAIC Volkswagen, and Ericsson. Our edge-to-cloud IoT connectivity solutions are flexible to meet the demands of various industries towards digital transformation, including connected vehicles, Industrial IoT, oil & gas, carrier, finance, smart energy, and smart cities.Starting Price: $0.18 per hour -
7
Rayven
Rayven
Most businesses have plenty of software and data - it just doesn't work together. Off-the-shelf tools don't fit. Custom development is slow. AI projects fail because the data underneath isn't ready. Rayven connects IT, OT, IoT, files, APIs, and any other system into an AI data fabric - then lets you build custom apps, AI agents, automations, and dashboards on top. Works with what you already have. What gets built: custom apps, AI agents, predictive analytics, workflow automations, dashboards, and portals - all configured specifically for your business. Serves businesses from growth-stage to enterprise across 24+ industries globally. Delivery: DIY, Done-For-You (fixed scope, fixed price, two to 12 weeks) + Hybrid. More than 600 pre-built connectors. Ten native AI capabilities. More than 240 deployments live. Rated 5/5 across 140+ reviews.Starting Price: $0 -
8
KACE by Quest
Quest Software
KACE® by Quest supports your unified endpoint management (UEM) strategy by helping you discover and track every device in your environment, automate administrative tasks, keep compliance requirements up-to-date and secure your network from a range of cyberthreats. Discover, manage and secure all your endpoints from one console as you co-manage your traditional and modern endpoints, including Windows, Mac, Linux, ChromeOS, and iOS and Android devices. KACE is a Unified Endpoint Management solution that offers a single point of control for managing IT systems across the entire organization, inside or outside your network. This comprehensive solution takes the stress out of keeping devices secure and compliant so you can do more.Starting Price: As low as $3/mo/device -
9
Flex83
IoT83
Re-imagine IoT innovation with the Flex83 Application Enablement Platform! Build compelling & powerful IoT solutions up to 80% faster & at a fraction of the cost. - Use no-code workflows to build professional-grade connect/monitor/analyze/manage solutions fast. - Use low-code tools to connect to virtually anything, add custom business logic, build analytics, custom dashboards, and launch multiple applications. - Use the hassle-free SaaS model to build & prove your solution – and then scale - using a "pay as you grow" model! You can create sophisticated IoT applications - literally - in a day with tools & workflows that give you the agility to build what your business or customers need without worrying about long development cycles, underlying complexity, or huge budgets. Iteratively enhance you solution to broaden your capabilities and drive more customer value. And, proven to 65M devices, you know the Flex83 platform is reliable! Give Flex83 a try today!Starting Price: $200 per month -
10
Azure IoT Hub
Microsoft
Managed service for bidirectional communication between IoT devices and Azure. Enable highly secure and reliable communication between your Internet of Things (IoT) application and the devices it manages. Azure IoT Hub provides a cloud-hosted solution back end to connect virtually any device. Extend your solution from the cloud to the edge with per-device authentication, built-in device management, and scaled provisioning. Use device-to-cloud telemetry data to understand the state of your devices and define message routes to other Azure services—without writing any code. In cloud-to-device messages, reliably send commands and notifications to your connected devices and track message delivery with acknowledgement receipts. Automatically resend device messages as needed to accommodate intermittent connectivity. Azure IoT Central: Proof of concept isn’t your endgame. We’ll help you build industry-leading solutions with a hosted IoT application platform.Starting Price: $10 per IoT unit per month -
11
C3 AI Suite
C3.ai
Build, deploy, and operate Enterprise AI applications. The C3 AI® Suite uses a unique model-driven architecture to accelerate delivery and reduce the complexities of developing enterprise AI applications. The C3 AI model-driven architecture provides an “abstraction layer,” that allows developers to build enterprise AI applications by using conceptual models of all the elements an application requires, instead of writing lengthy code. This provides significant benefits: Use AI applications and models that optimize processes for every product, asset, customer, or transaction across all regions and businesses. Deploy AI applications and see results in 1-2 quarters – rapidly roll out additional applications and new capabilities. Unlock sustained value – hundreds of millions to billions of dollars per year – from reduced costs, increased revenue, and higher margins. Ensure systematic, enterprise-wide governance of AI with C3.ai’s unified platform that offers data lineage and governance. -
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Scaleway
Scaleway
The Cloud that makes sense. From high-performance cloud ecosystem to hyperscale green datacenters, Scaleway provides the foundation for digital success. Cloud platform designed for developers & growing companies. All you need to create, deploy and scale your infrastructure in the cloud. Compute, GPU, Bare Metal & Containers. Evolutive & Managed Storage. Network. IoT. The largest choice of dedicated servers to succeed in the most demanding projects. High-end dedicated servers Web Hosting. Domain Names Services. Take advantage of our cutting-edge expertise to host your hardware in our resilient, high-performance and secure data centers. Private Suite & Cage. Rack, 1/2 & 1/4 Rack. Scaleway data centers. Scaleway is driving 6 data centers in Europe and offers cloud solutions to customers in more that 160 countries around the world. Our Excellence team: Experts by your side 24/7 year round Discover how we help our customers to use, tune & optimize their platforms with skilled expert -
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WiseTrack Software
WiseTrack Software
Track Assets, Equipment & Inventory using easy-to-configure software for Mobile, Web and Desktop Apps for Asset Management. See all the proven and best practice industry solutions built with WiseTrackStarting Price: $150 -
14
Cumulocity
Cumulocity GmbH
Cumulocity offers an enterprise-grade AIoT platform that connects & manages assets efficiently, transforms raw device data into AI-ready data, and orchestrates innovation from cloud to edge, combined with a team of experts and a large ecosystem of device, technology, and implementation partners to achieve lasting customer success. Cumulocity is the preferred choice for industrial equipment makers to develop high-value digital services and is trusted by leading companies worldwide as their partner, knowing they have access to the software and services needed to power their smart connected products in manufacturing, fleet management, consumer electronics, and more.Starting Price: $215 -
15
PubNub
PubNub
Innovate with Realtime Features: We take care of realtime communication infrastructure so you can focus on your app. Our Platform for Realtime Communication: A platform to build and operate real-time interactivity for web, mobile, AI/ML, IoT, and Edge computing applications Faster & Easier Deployments: SDK support for 50+ mobile, web, server, and IoT environments (PubNub and community supported) and more than 65 pre-built integrations with external and third-party APIs to give developers the features they need regardless of programming language or tech stack. Scalability: The industry’s most scalable platform capable of supporting millions of concurrent users and allows for rapid growth with low latency, high uptime, and without financial penalties. Security & Compliance: Enterprise-grade security and compliance with the most stringent regulations worldwide, including GDPR, SOC 2, HIPAA, ISO 27001, and CCPA.Starting Price: $0 -
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WolkAbout IoT Platform
WolkAbout Technology
In WolkAbout, we've built a complete IoT application enablement platform and user-friendly tools to allow system integrators, product and service providers to develop and rapidly bring industrial-grade digital applications to market. Additionally, our experienced team helps our clients with system integration and building customised apps that add value to their businesses. Our innovative spirit, deep industry insights and unmatched digital technology expertise are the foundation of everything we do. With 50+ employees and 8 centres globally, WolkAbout is transforming the value chains across industries ranging from manufacturing to oil&gas!Starting Price: $1500/month -
17
IoTSense
Winjit
IoTSense is an award-winning full-stack IoT platform built using open standards and is one of the most versatile, scalable IoT platforms available. At IoTSense we also offer technology-driven process for Industrial Internet of Things (IIoT). When IoT is used in an industrial or manufacturing process, it is automatically termed as IIoT. IIoT otherwise known as Industry 4.0 or Industrial Internet integrates big data technologies, machine learning, sensor data, machine-to-machine (M2M) communication to architect intelligent commercial-ready industrial equipment and facilities. Our Industrial IoT platform will allow you to connect and process IoT data securely at a larger scale. Industrial IoT (IIoT) is a network of devices which are connected through communications technologies. These devices analyze data, collect and exchange information to provide complete operational visibility to make rapid operational decisions that can enhance your business.Starting Price: $20000 as a one-time payment -
18
Google Cloud IoT Core
Google
Cloud IoT Core is a fully managed service that allows you to easily and securely connect, manage, and ingest data from millions of globally dispersed devices. Cloud IoT Core, in combination with other services on Cloud IoT platform, provides a complete solution for collecting, processing, analyzing, and visualizing IoT data in real time to support improved operational efficiency. Cloud IoT Core, using Cloud Pub/Sub underneath, can aggregate dispersed device data into a single global system that integrates seamlessly with Google Cloud data analytics services. Use your IoT data stream for advanced analytics, visualizations, machine learning, and more to help improve operational efficiency, anticipate problems, and build rich models that better describe and optimize your business. Securely connect a few or millions of your globally dispersed devices through protocol endpoints that use automatic load balancing and horizontal scaling to ensure smooth data ingestion under any condition.Starting Price: $0.00045 per MB -
19
Azure IoT Central
Microsoft
Azure IoT Central is highly secure, scales with your business as it grows, ensures your investments are repeatable, and integrates with your existing business apps. Build scalable solutions faster with IoT Plug and Play. Simplify device interactions in IoT solutions with an open modeling language. This not only enables a seamless device-to-cloud integration experience, but it also helps reduce development time, cost, and complexity. Device Builders can build devices that integrate seamlessly with any Azure IoT cloud solution. Solution Builders can accelerate solutions without writing embedded code. Consider how your IoT solutions grow as you need them, and how to protect your data on devices and in the cloud. Azure IoT Central is the only app platform that’s built with the properties of highly secure and scalable IoT solutions. Get ahead in your market and transform your business with our growing selection of IoT app templates for common industry scenarios.Starting Price: $0.08 per month -
20
FourJaw
FourJaw
Turn machine data into actionable insight - fast. FourJaw technology turns live machine data into clear, usable insights, empowering better decisions across every shift, every site and every machine. Not just when a machine stops, but where energy’s being wasted, where jobs are stalling and where time and capacity slip away. FourJaw’s plug-and-play IoT hardware connects to almost any machine. It’s installed in minutes with no disruption and no downtime. Real-time insights into performance, OEE, energy, and output, all in one intuitive platform, with configurable dashboards that show the data manufacturers need, how they need it, making reporting and analysis feel effortless. See what’s underperforming, what needs improving, and where to act next. From one machine to the entire factory, it’s simple to install and built to scale. FourJaw. Factory Intelligence. Made Simple.Starting Price: $144 per month -
21
AWS IoT TwinMaker
Amazon
Use your existing IoT, video, and enterprise application data where it already lives, without needing to reingest or move the data to another location. Save time with an automatically generated knowledge graph that binds your data sources to virtual replicas of physical systems to accurately model real-world environments. Get an immersive 3D view of your systems and operations to optimize efficiency, increase production, and improve performance. AWS IoT TwinMaker makes it easier for developers to create digital twins of real-world systems such as buildings, factories, industrial equipment, and production lines. AWS IoT TwinMaker provides the tools you need to build digital twins to help you optimize building operations, increase production output, and improve equipment performance. With the ability to use existing data from multiple sources, create virtual representations of any physical environment, and combine existing 3D models with real-world data.Starting Price: $1.50 per million calls -
22
GeoViewer
Nobel Systems
Managing many stand-alone systems is hard. Paper based systems are cumbersome, work intensive, often unorganized, and inefficient. GeoViewer Online unifies these areas of your operations, from managing work orders, maintaining assets, reducing costs, tracking inventory and customer billing. It’s an all-in-one solution allowing managers to oversee all areas of your organization through one app. With GeoViewer Online, it’s easy to manage the daily workload for the organization. Create, change, assign and review work orders, inspections, service orders before or during in-field and see tasks through completion. GeoViewer’s Map based interface brings GIS data into focus, allowing you to utilize the data that you already have, while allowing you to edit, add information to, and analyze. You can also see historical information as well as As Built and CAD Drawings tied to the location, asset, or work order. -
23
Armis Centrix
Armis
Armis Centrix™ is a comprehensive cyber exposure management platform that provides continuous, real-time visibility and protection across IT, OT, IoT, and IoMT environments. Powered by the Armis AI-driven Asset Intelligence Engine, it identifies every connected device, assesses cyber risk, and monitors vulnerabilities across an organization’s entire digital attack surface. The platform automates risk scoring, streamlines compliance reporting, and supports rapid incident response through deep asset intelligence. With capabilities that span asset management, OT/IoT security, medical device protection, and early warning threat detection, Armis Centrix™ enhances operational resilience for modern enterprises. VIPR Pro adds advanced prioritization and remediation to connect findings directly to actionable fixes. Designed as a cloud-native, frictionless platform, Armis Centrix™ empowers organizations to reduce exposure, strengthen security posture, and maintain continuity at scale. -
24
Trendalyze
Trendalyze
Decisions can't wait. Compress machine learning projects from months to minutes. Like Google, our AI search engine brings you insights instantly. Inaccuracy costs money. Patterns reveal what KPIs and averages miss. TRND uncovers the patterns that provide the early warning signs missing from the KPIs. Empower the decision maker. Trends are most relevant to decision-makers who want to know whether a threat or an opportunity is bubbling up. In the digital economy knowledge is money. TRND enables creation of sharable pattern libraries that facilitate fast learning and deployment for business improvement. If you can't monitor all, you monetize none. TRND doesn't just find needles in haystacks; it constantly monitors all needles for relevant information. If you can't afford it, you can't do it. It used to be that scale broke the bank. Our search-based approach makes micro monitoring at scale affordable. -
25
Ormuco Edge
Ormuco
Get all the benefits of distributed systems from our single, unified, and intelligent platform. The Ormuco Edge PaaS and Decentralization solution is a unique, end-to-end platform for all your fog computing, edge computing and decentralization needs. It is the only solution ready for 5G and for scenarios involving users in motion (roaming). It includes an advanced billing engine to charge accurately at the edge of the network. It automatically deploys applications on edge gateways based on demand. It is self-managed and it self-heals, using AI and machine learning. Deliver interactive apps to roaming users with optimal load and response times. Build your secure, distributed database for cryptocurrency transactions. Offer your clients the full benefits of 5G networks with edge-native services. Build real business intelligence by collecting more data at the edge of the network. -
26
Canopy Manage
Canopy Tools
Discover and group assets, manage through workflows and non compliance alerts presented in a single control pane, action through sophisticated alerts profiles via API, email or SMS. What is Canopy Manage? A data aggregation platform that presents the health state of discovered assets from IoT, OT and IT environments, enabling one-off or scheduled actions through workflows and predictive analysis. Corporate Asset Governance through at a glance vizibility. Rich informative visualization tools for instant insight and flexible relevant dashboards. Reducing large distributed complex cloud systems into a visible and relevant frame. Enabling quantified decision making to ensure optimal performance and cost control. Offering asset health management and security control for IT & IoT assets. How Canopy Tools can help you. I’m a Technical Person. Deliver your vision while retaining control and avoiding many of the traditional (and unnecessary) IT costs. I’m the Decision Maker.Starting Price: $2 per month -
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One-IoT Device Management
Friendly Technologies
Friendly One-IoT device management platform is designed for mass deployment of any device or sensor data, via SaaS, cloud, or on-prem deployment. Friendly’s One IoT Device Management enables remote management of all types of IoT devices – both IoT devices with a complex data model and constrained devices – via standard protocols, such as LwM2M, OMA-DM, MQTT, CoAP, TR-369 USP TR-069, and other proprietary protocols. Friendly’s One-IoT™ Device Management solution enables automated bootstrap and remote management of IoT devices. It features an Admin Portal, Technician Portal, QoE Dashboard, BI and Big Data Analytics, and extensive API for customization of vertical applications. Friendly also provides an App generator module that enables the quick and easy generation and update of any custom applications, without programming. Friendly’s One-IoT™ Device Management can be offered via private cloud, public cloud, or installed on the customer’s premises. -
28
Leverage IoT-enriched business insights to embed in and extend business processes for transformative outcomes. The SAP Internet of Things solution offers capabilities to address industrial IoT use cases. As the IoT layer of SAP’s Business Technology Platform, it enables users to reimagine business processes and models with embedded IoT services and data. The SAP Internet of Things (SAP IoT) solution has a reference architecture that offers business services and specific capabilities to address critical industrial IoT use cases across manufacturing, supply chain, logistics, assets, products, service management, and more. Cloud service for building IoT applications and integration to business applications. Big Data that's built-in and managed. IoT data enriched with business context, rules, and event-driven integration framework. Analytical services with live integration to SAP Analytics Cloud.
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Azure IoT Edge
Microsoft
Azure IoT Edge is a fully managed service built on Azure IoT Hub. Deploy your cloud workloads, artificial intelligence, Azure and third-party services, or your own business logic, to run on Internet of Things (IoT) edge devices via standard containers. By moving certain workloads to the edge of the network, your devices spend less time communicating with the cloud, react more quickly to local changes, and operate reliably even in extended offline periods. Deploy models built and trained in the cloud and run them on-premises. For example, if you deploy a predictive model to a factory camera to test for quality control and an issue is detected, IoT Edge triggers an alert and processes the data locally or sends it to the cloud for further analysis. Operate your edge devices reliably and securely, even when they’re offline or they have intermittent connectivity to the cloud. Azure IoT Edge device management automatically syncs the latest state of your devices. -
30
IBM Watson IoT
IBM
The Internet of Things (IoT) is the billions of physical devices around the world that are now connected to the internet, all collecting and sharing data. By combining IoT data with IBM Cloud® technologies, businesses can extract valuable insights to improve virtually every aspect of their operations and enable innovative, new business models. Start with your device and connect it with an IBM Cloud recipe. Connect to the IBM Cloud using open, lightweight MQTT or HTTP. Manage connected devices so your apps can access live and historical data. Use highly-secure APIs to connect your apps with data from your devices. Create analytic apps in the IBM Cloud, another cloud or your own servers. Connect, collect and start processing IoT data quickly and easily with the IBM Watson IoT® Platform. Take advantage of the analytics service for visualization and AI-driven analytics in the cloud.
